Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 390 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 42.8 KiB |
| Average record size in memory | 112.3 B |
Variable types
| NUM | 12 |
|---|---|
| CAT | 2 |
Age is highly correlated with Patient number | High correlation |
Patient number is highly correlated with Age | High correlation |
Patient number has unique values | Unique |
Reproduction
| Analysis started | 2021-08-22 04:39:29.145351 |
|---|---|
| Analysis finished | 2021-08-22 04:39:54.286342 |
| Duration | 25.14 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 390 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 195.5 |
|---|---|
| Minimum | 1 |
| Maximum | 390 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 20.45 |
| Q1 | 98.25 |
| median | 195.5 |
| Q3 | 292.75 |
| 95-th percentile | 370.55 |
| Maximum | 390 |
| Range | 389 |
| Interquartile range (IQR) | 194.5 |
Descriptive statistics
| Standard deviation | 112.7275477 |
|---|---|
| Coefficient of variation (CV) | 0.5766114969 |
| Kurtosis | -1.2 |
| Mean | 195.5 |
| Median Absolute Deviation (MAD) | 97.5 |
| Skewness | 0 |
| Sum | 76245 |
| Variance | 12707.5 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.3% | |
| 245 | 1 | 0.3% | |
| 267 | 1 | 0.3% | |
| 266 | 1 | 0.3% | |
| 265 | 1 | 0.3% | |
| 264 | 1 | 0.3% | |
| 263 | 1 | 0.3% | |
| 262 | 1 | 0.3% | |
| 261 | 1 | 0.3% | |
| 260 | 1 | 0.3% | |
| Other values (380) | 380 | 97.4% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.3% | |
| 2 | 1 | 0.3% | |
| 3 | 1 | 0.3% | |
| 4 | 1 | 0.3% | |
| 5 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 390 | 1 | 0.3% | |
| 389 | 1 | 0.3% | |
| 388 | 1 | 0.3% | |
| 387 | 1 | 0.3% | |
| 386 | 1 | 0.3% |
Cholesterol
Real number (ℝ≥0)
| Distinct | 153 |
|---|---|
| Distinct (%) | 39.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 207.2307692 |
|---|---|
| Minimum | 78 |
| Maximum | 443 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 78 |
|---|---|
| 5-th percentile | 144.45 |
| Q1 | 179 |
| median | 203 |
| Q3 | 229 |
| 95-th percentile | 290.65 |
| Maximum | 443 |
| Range | 365 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 44.66600505 |
|---|---|
| Coefficient of variation (CV) | 0.2155375151 |
| Kurtosis | 2.679798277 |
| Mean | 207.2307692 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.9617766361 |
| Sum | 80820 |
| Variance | 1995.052007 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 179 | 11 | 2.8% | |
| 204 | 9 | 2.3% | |
| 215 | 7 | 1.8% | |
| 219 | 7 | 1.8% | |
| 194 | 7 | 1.8% | |
| 203 | 6 | 1.5% | |
| 199 | 6 | 1.5% | |
| 174 | 5 | 1.3% | |
| 193 | 5 | 1.3% | |
| 160 | 5 | 1.3% | |
| Other values (143) | 322 | 82.6% |
| Value | Count | Frequency (%) | |
| 78 | 1 | 0.3% | |
| 115 | 1 | 0.3% | |
| 118 | 1 | 0.3% | |
| 122 | 1 | 0.3% | |
| 128 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 443 | 1 | 0.3% | |
| 404 | 1 | 0.3% | |
| 347 | 1 | 0.3% | |
| 342 | 1 | 0.3% | |
| 337 | 1 | 0.3% |
Glucose
Real number (ℝ≥0)
| Distinct | 116 |
|---|---|
| Distinct (%) | 29.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.3384615 |
|---|---|
| Minimum | 48 |
| Maximum | 385 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 68 |
| Q1 | 81 |
| median | 90 |
| Q3 | 107.75 |
| 95-th percentile | 234.1 |
| Maximum | 385 |
| Range | 337 |
| Interquartile range (IQR) | 26.75 |
Descriptive statistics
| Standard deviation | 53.79818813 |
|---|---|
| Coefficient of variation (CV) | 0.5012014087 |
| Kurtosis | 7.905912867 |
| Mean | 107.3384615 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 2.711121324 |
| Sum | 41862 |
| Variance | 2894.245046 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 85 | 18 | 4.6% | |
| 81 | 15 | 3.8% | |
| 92 | 14 | 3.6% | |
| 87 | 12 | 3.1% | |
| 84 | 12 | 3.1% | |
| 83 | 11 | 2.8% | |
| 77 | 11 | 2.8% | |
| 91 | 10 | 2.6% | |
| 82 | 10 | 2.6% | |
| 76 | 10 | 2.6% | |
| Other values (106) | 267 | 68.5% |
| Value | Count | Frequency (%) | |
| 48 | 1 | 0.3% | |
| 52 | 1 | 0.3% | |
| 54 | 1 | 0.3% | |
| 56 | 2 | 0.5% | |
| 57 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 385 | 1 | 0.3% | |
| 371 | 1 | 0.3% | |
| 369 | 1 | 0.3% | |
| 342 | 1 | 0.3% | |
| 341 | 1 | 0.3% |
HDL Chol
Real number (ℝ≥0)
| Distinct | 75 |
|---|---|
| Distinct (%) | 19.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.26666667 |
|---|---|
| Minimum | 12 |
| Maximum | 120 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 29.45 |
| Q1 | 38 |
| median | 46 |
| Q3 | 59 |
| 95-th percentile | 85.55 |
| Maximum | 120 |
| Range | 108 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 17.27906937 |
|---|---|
| Coefficient of variation (CV) | 0.3437480643 |
| Kurtosis | 2.123071215 |
| Mean | 50.26666667 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.228957201 |
| Sum | 19604 |
| Variance | 298.5662382 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 46 | 21 | 5.4% | |
| 44 | 20 | 5.1% | |
| 36 | 20 | 5.1% | |
| 34 | 18 | 4.6% | |
| 42 | 15 | 3.8% | |
| 40 | 14 | 3.6% | |
| 54 | 11 | 2.8% | |
| 37 | 11 | 2.8% | |
| 58 | 9 | 2.3% | |
| 48 | 9 | 2.3% | |
| Other values (65) | 242 | 62.1% |
| Value | Count | Frequency (%) | |
| 12 | 1 | 0.3% | |
| 14 | 1 | 0.3% | |
| 23 | 1 | 0.3% | |
| 24 | 5 | 1.3% | |
| 25 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 120 | 1 | 0.3% | |
| 118 | 1 | 0.3% | |
| 117 | 1 | 0.3% | |
| 114 | 1 | 0.3% | |
| 110 | 1 | 0.3% |
| Distinct | 68 |
|---|---|
| Distinct (%) | 17.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.77435897 |
|---|---|
| Minimum | 19 |
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 34 |
| median | 44.5 |
| Q3 | 60 |
| 95-th percentile | 76 |
| Maximum | 92 |
| Range | 73 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 16.43591149 |
|---|---|
| Coefficient of variation (CV) | 0.3513872099 |
| Kurtosis | -0.6631610993 |
| Mean | 46.77435897 |
| Median Absolute Deviation (MAD) | 13.5 |
| Skewness | 0.3329066708 |
| Sum | 18242 |
| Variance | 270.1391866 |
| Monotocity | Increasing |
| Value | Count | Frequency (%) | |
| 40 | 16 | 4.1% | |
| 36 | 13 | 3.3% | |
| 43 | 12 | 3.1% | |
| 41 | 12 | 3.1% | |
| 37 | 11 | 2.8% | |
| 38 | 11 | 2.8% | |
| 63 | 11 | 2.8% | |
| 20 | 10 | 2.6% | |
| 50 | 10 | 2.6% | |
| 60 | 10 | 2.6% | |
| Other values (58) | 274 | 70.3% |
| Value | Count | Frequency (%) | |
| 19 | 2 | 0.5% | |
| 20 | 10 | 2.6% | |
| 21 | 6 | 1.5% | |
| 22 | 5 | 1.3% | |
| 23 | 7 | 1.8% |
| Value | Count | Frequency (%) | |
| 92 | 1 | 0.3% | |
| 91 | 1 | 0.3% | |
| 89 | 1 | 0.3% | |
| 84 | 1 | 0.3% | |
| 83 | 1 | 0.3% |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| female | |
|---|---|
| male |
| Value | Count | Frequency (%) | |
| female | 228 | 58.5% | |
| male | 162 | 41.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.169230769 |
| Min length | 4 |
Height
Real number (ℝ≥0)
| Distinct | 22 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.95128205 |
|---|---|
| Minimum | 52 |
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 52 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 63 |
| median | 66 |
| Q3 | 69 |
| 95-th percentile | 72 |
| Maximum | 76 |
| Range | 24 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.918866881 |
|---|---|
| Coefficient of variation (CV) | 0.05942063231 |
| Kurtosis | -0.200402077 |
| Mean | 65.95128205 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.02997564612 |
| Sum | 25721 |
| Variance | 15.35751763 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 63 | 40 | 10.3% | |
| 69 | 36 | 9.2% | |
| 67 | 36 | 9.2% | |
| 65 | 34 | 8.7% | |
| 64 | 33 | 8.5% | |
| 62 | 33 | 8.5% | |
| 66 | 32 | 8.2% | |
| 68 | 26 | 6.7% | |
| 70 | 22 | 5.6% | |
| 71 | 21 | 5.4% | |
| Other values (12) | 77 | 19.7% |
| Value | Count | Frequency (%) | |
| 52 | 1 | 0.3% | |
| 55 | 1 | 0.3% | |
| 56 | 1 | 0.3% | |
| 58 | 3 | 0.8% | |
| 59 | 9 | 2.3% |
| Value | Count | Frequency (%) | |
| 76 | 2 | 0.5% | |
| 75 | 3 | 0.8% | |
| 74 | 5 | 1.3% | |
| 73 | 8 | 2.1% | |
| 72 | 14 | 3.6% |
Weight
Real number (ℝ≥0)
| Distinct | 139 |
|---|---|
| Distinct (%) | 35.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 177.4076923 |
|---|---|
| Minimum | 99 |
| Maximum | 325 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 99 |
|---|---|
| 5-th percentile | 119 |
| Q1 | 150.25 |
| median | 173 |
| Q3 | 200 |
| 95-th percentile | 255.55 |
| Maximum | 325 |
| Range | 226 |
| Interquartile range (IQR) | 49.75 |
Descriptive statistics
| Standard deviation | 40.40782385 |
|---|---|
| Coefficient of variation (CV) | 0.2277681612 |
| Kurtosis | 0.7640335329 |
| Mean | 177.4076923 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.7404730913 |
| Sum | 69189 |
| Variance | 1632.792229 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 170 | 13 | 3.3% | |
| 145 | 11 | 2.8% | |
| 183 | 10 | 2.6% | |
| 179 | 10 | 2.6% | |
| 180 | 9 | 2.3% | |
| 165 | 9 | 2.3% | |
| 160 | 8 | 2.1% | |
| 200 | 8 | 2.1% | |
| 167 | 7 | 1.8% | |
| 185 | 6 | 1.5% | |
| Other values (129) | 299 | 76.7% |
| Value | Count | Frequency (%) | |
| 99 | 1 | 0.3% | |
| 100 | 1 | 0.3% | |
| 102 | 1 | 0.3% | |
| 105 | 2 | 0.5% | |
| 109 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 325 | 1 | 0.3% | |
| 320 | 1 | 0.3% | |
| 308 | 1 | 0.3% | |
| 290 | 1 | 0.3% | |
| 289 | 1 | 0.3% |
BMI
Real number (ℝ≥0)
| Distinct | 193 |
|---|---|
| Distinct (%) | 49.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.77564103 |
|---|---|
| Minimum | 15.2 |
| Maximum | 55.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 15.2 |
|---|---|
| 5-th percentile | 19.5 |
| Q1 | 24.1 |
| median | 27.8 |
| Q3 | 32.275 |
| 95-th percentile | 41.41 |
| Maximum | 55.8 |
| Range | 40.6 |
| Interquartile range (IQR) | 8.175 |
Descriptive statistics
| Standard deviation | 6.600914985 |
|---|---|
| Coefficient of variation (CV) | 0.2293924566 |
| Kurtosis | 0.8920563266 |
| Mean | 28.77564103 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.8207569129 |
| Sum | 11222.5 |
| Variance | 43.57207864 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 30.1 | 9 | 2.3% | |
| 27.8 | 7 | 1.8% | |
| 27.5 | 6 | 1.5% | |
| 25.8 | 5 | 1.3% | |
| 27.4 | 5 | 1.3% | |
| 26.9 | 5 | 1.3% | |
| 25.1 | 5 | 1.3% | |
| 29.9 | 5 | 1.3% | |
| 24.5 | 5 | 1.3% | |
| 26 | 4 | 1.0% | |
| Other values (183) | 334 | 85.6% |
| Value | Count | Frequency (%) | |
| 15.2 | 1 | 0.3% | |
| 16 | 1 | 0.3% | |
| 17.2 | 2 | 0.5% | |
| 17.7 | 1 | 0.3% | |
| 17.8 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 55.8 | 1 | 0.3% | |
| 51.4 | 1 | 0.3% | |
| 50.5 | 1 | 0.3% | |
| 48.6 | 1 | 0.3% | |
| 48.4 | 1 | 0.3% |
Systolic BP
Real number (ℝ≥0)
| Distinct | 71 |
|---|---|
| Distinct (%) | 18.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 137.1333333 |
|---|---|
| Minimum | 90 |
| Maximum | 250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 90 |
|---|---|
| 5-th percentile | 106.9 |
| Q1 | 122 |
| median | 136 |
| Q3 | 148 |
| 95-th percentile | 179.55 |
| Maximum | 250 |
| Range | 160 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 22.85952782 |
|---|---|
| Coefficient of variation (CV) | 0.1666956331 |
| Kurtosis | 2.392026226 |
| Mean | 137.1333333 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 1.098757147 |
| Sum | 53482 |
| Variance | 522.558012 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 140 | 36 | 9.2% | |
| 130 | 30 | 7.7% | |
| 110 | 26 | 6.7% | |
| 138 | 19 | 4.9% | |
| 120 | 18 | 4.6% | |
| 150 | 17 | 4.4% | |
| 142 | 16 | 4.1% | |
| 136 | 13 | 3.3% | |
| 122 | 13 | 3.3% | |
| 118 | 12 | 3.1% | |
| Other values (61) | 190 | 48.7% |
| Value | Count | Frequency (%) | |
| 90 | 1 | 0.3% | |
| 98 | 1 | 0.3% | |
| 100 | 7 | 1.8% | |
| 102 | 2 | 0.5% | |
| 103 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 250 | 1 | 0.3% | |
| 230 | 1 | 0.3% | |
| 220 | 1 | 0.3% | |
| 218 | 1 | 0.3% | |
| 212 | 1 | 0.3% |
Diastolic BP
Real number (ℝ≥0)
| Distinct | 56 |
|---|---|
| Distinct (%) | 14.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.28974359 |
|---|---|
| Minimum | 48 |
| Maximum | 124 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 75 |
| median | 82 |
| Q3 | 90 |
| 95-th percentile | 109.1 |
| Maximum | 124 |
| Range | 76 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 13.49819173 |
|---|---|
| Coefficient of variation (CV) | 0.1620630722 |
| Kurtosis | 0.1141557845 |
| Mean | 83.28974359 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.245827774 |
| Sum | 32483 |
| Variance | 182.2011799 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 90 | 37 | 9.5% | |
| 80 | 29 | 7.4% | |
| 78 | 22 | 5.6% | |
| 82 | 22 | 5.6% | |
| 70 | 17 | 4.4% | |
| 88 | 16 | 4.1% | |
| 86 | 16 | 4.1% | |
| 100 | 16 | 4.1% | |
| 75 | 14 | 3.6% | |
| 76 | 14 | 3.6% | |
| Other values (46) | 187 | 47.9% |
| Value | Count | Frequency (%) | |
| 48 | 1 | 0.3% | |
| 50 | 2 | 0.5% | |
| 52 | 1 | 0.3% | |
| 53 | 1 | 0.3% | |
| 56 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 124 | 1 | 0.3% | |
| 122 | 1 | 0.3% | |
| 120 | 2 | 0.5% | |
| 118 | 2 | 0.5% | |
| 115 | 2 | 0.5% |
waist
Real number (ℝ≥0)
| Distinct | 30 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.86923077 |
|---|---|
| Minimum | 26 |
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 33 |
| median | 37 |
| Q3 | 41 |
| 95-th percentile | 48 |
| Maximum | 56 |
| Range | 30 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.760947055 |
|---|---|
| Coefficient of variation (CV) | 0.1521273852 |
| Kurtosis | -0.1536526614 |
| Mean | 37.86923077 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.4753161478 |
| Sum | 14769 |
| Variance | 33.18851097 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 37 | 31 | 7.9% | |
| 40 | 27 | 6.9% | |
| 38 | 27 | 6.9% | |
| 33 | 27 | 6.9% | |
| 36 | 25 | 6.4% | |
| 39 | 23 | 5.9% | |
| 34 | 23 | 5.9% | |
| 32 | 22 | 5.6% | |
| 31 | 21 | 5.4% | |
| 35 | 19 | 4.9% | |
| Other values (20) | 145 | 37.2% |
| Value | Count | Frequency (%) | |
| 26 | 2 | 0.5% | |
| 27 | 1 | 0.3% | |
| 28 | 7 | 1.8% | |
| 29 | 11 | 2.8% | |
| 30 | 10 | 2.6% |
| Value | Count | Frequency (%) | |
| 56 | 1 | 0.3% | |
| 55 | 1 | 0.3% | |
| 53 | 2 | 0.5% | |
| 52 | 2 | 0.5% | |
| 51 | 4 | 1.0% |
hip
Real number (ℝ≥0)
| Distinct | 32 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.99230769 |
|---|---|
| Minimum | 30 |
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 39 |
| median | 42 |
| Q3 | 46 |
| 95-th percentile | 54 |
| Maximum | 64 |
| Range | 34 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.66434229 |
|---|---|
| Coefficient of variation (CV) | 0.1317524598 |
| Kurtosis | 0.8625715722 |
| Mean | 42.99230769 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.7943390011 |
| Sum | 16767 |
| Variance | 32.08477358 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 41 | 35 | 9.0% | |
| 39 | 35 | 9.0% | |
| 40 | 33 | 8.5% | |
| 43 | 28 | 7.2% | |
| 38 | 28 | 7.2% | |
| 42 | 27 | 6.9% | |
| 47 | 22 | 5.6% | |
| 44 | 21 | 5.4% | |
| 46 | 20 | 5.1% | |
| 45 | 20 | 5.1% | |
| Other values (22) | 121 | 31.0% |
| Value | Count | Frequency (%) | |
| 30 | 1 | 0.3% | |
| 32 | 1 | 0.3% | |
| 33 | 8 | 2.1% | |
| 34 | 6 | 1.5% | |
| 35 | 11 | 2.8% |
| Value | Count | Frequency (%) | |
| 64 | 1 | 0.3% | |
| 62 | 2 | 0.5% | |
| 60 | 1 | 0.3% | |
| 59 | 1 | 0.3% | |
| 58 | 5 | 1.3% |
Diabetes
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| No diabetes | |
|---|---|
| Diabetes |
| Value | Count | Frequency (%) | |
| No diabetes | 330 | 84.6% | |
| Diabetes | 60 | 15.4% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.53846154 |
| Min length | 8 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Patient number | Cholesterol | Glucose | HDL Chol | Age | Gender | Height | Weight | BMI | Systolic BP | Diastolic BP | waist | hip | Diabetes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 193 | 77 | 49 | 19 | female | 61 | 119 | 22.5 | 118 | 70 | 32 | 38 | No diabetes |
| 1 | 2 | 146 | 79 | 41 | 19 | female | 60 | 135 | 26.4 | 108 | 58 | 33 | 40 | No diabetes |
| 2 | 3 | 217 | 75 | 54 | 20 | female | 67 | 187 | 29.3 | 110 | 72 | 40 | 45 | No diabetes |
| 3 | 4 | 226 | 97 | 70 | 20 | female | 64 | 114 | 19.6 | 122 | 64 | 31 | 39 | No diabetes |
| 4 | 5 | 164 | 91 | 67 | 20 | female | 70 | 141 | 20.2 | 122 | 86 | 32 | 39 | No diabetes |
| 5 | 6 | 170 | 69 | 64 | 20 | female | 64 | 161 | 27.6 | 108 | 70 | 37 | 40 | No diabetes |
| 6 | 7 | 149 | 77 | 49 | 20 | female | 62 | 115 | 21.0 | 105 | 82 | 31 | 37 | No diabetes |
| 7 | 8 | 164 | 71 | 63 | 20 | male | 72 | 145 | 19.7 | 108 | 78 | 29 | 36 | No diabetes |
| 8 | 9 | 230 | 112 | 64 | 20 | male | 67 | 159 | 24.9 | 100 | 90 | 31 | 39 | No diabetes |
| 9 | 10 | 179 | 105 | 60 | 20 | female | 58 | 170 | 35.5 | 140 | 100 | 34 | 46 | No diabetes |
Last rows
| Patient number | Cholesterol | Glucose | HDL Chol | Age | Gender | Height | Weight | BMI | Systolic BP | Diastolic BP | waist | hip | Diabetes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 380 | 381 | 157 | 92 | 47 | 80 | male | 71 | 212 | 29.6 | 156 | 88 | 47 | 48 | No diabetes |
| 381 | 382 | 252 | 161 | 87 | 80 | female | 62 | 162 | 29.6 | 160 | 100 | 44 | 41 | Diabetes |
| 382 | 383 | 271 | 121 | 40 | 81 | female | 64 | 158 | 27.1 | 146 | 76 | 36 | 43 | No diabetes |
| 383 | 384 | 240 | 88 | 49 | 82 | female | 63 | 170 | 30.1 | 180 | 86 | 41 | 46 | No diabetes |
| 384 | 385 | 255 | 112 | 34 | 82 | male | 66 | 163 | 26.3 | 179 | 89 | 37 | 43 | No diabetes |
| 385 | 386 | 227 | 105 | 44 | 83 | female | 59 | 125 | 25.2 | 150 | 90 | 35 | 40 | No diabetes |
| 386 | 387 | 226 | 279 | 52 | 84 | female | 60 | 192 | 37.5 | 144 | 88 | 41 | 48 | Diabetes |
| 387 | 388 | 301 | 90 | 118 | 89 | female | 61 | 115 | 21.7 | 218 | 90 | 31 | 41 | No diabetes |
| 388 | 389 | 232 | 184 | 114 | 91 | female | 61 | 127 | 24.0 | 170 | 82 | 35 | 38 | Diabetes |
| 389 | 390 | 165 | 94 | 69 | 92 | female | 62 | 217 | 39.7 | 160 | 82 | 51 | 51 | No diabetes |